YARN-8213. Add Capacity Scheduler performance metrics. (Weiwei Yang via wangda)
Change-Id: Ieea6f3eeb83c90cd74233fea896f0fcd0f325d5f
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8605a38514
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@ -1216,6 +1216,7 @@ public class ResourceManager extends CompositeService implements Recoverable {
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void reinitialize(boolean initialize) {
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ClusterMetrics.destroy();
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QueueMetrics.clearQueueMetrics();
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getResourceScheduler().resetSchedulerMetrics();
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if (initialize) {
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resetRMContext();
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createAndInitActiveServices(true);
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@ -1464,4 +1464,9 @@ public abstract class AbstractYarnScheduler
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SchedulingRequest schedulingRequest, SchedulerNode schedulerNode) {
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return false;
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}
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@Override
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public void resetSchedulerMetrics() {
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// reset scheduler metrics
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}
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}
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@ -71,4 +71,9 @@ public interface ResourceScheduler extends YarnScheduler, Recoverable {
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*/
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boolean attemptAllocationOnNode(SchedulerApplicationAttempt appAttempt,
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SchedulingRequest schedulingRequest, SchedulerNode schedulerNode);
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/**
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* Reset scheduler metrics.
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*/
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void resetSchedulerMetrics();
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}
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@ -1252,6 +1252,7 @@ public class CapacityScheduler extends
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@Override
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protected void nodeUpdate(RMNode rmNode) {
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long begin = System.nanoTime();
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try {
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readLock.lock();
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setLastNodeUpdateTime(Time.now());
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@ -1279,6 +1280,9 @@ public class CapacityScheduler extends
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writeLock.unlock();
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}
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}
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long latency = System.nanoTime() - begin;
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CapacitySchedulerMetrics.getMetrics().addNodeUpdate(latency);
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}
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/**
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@ -1643,17 +1647,28 @@ public class CapacityScheduler extends
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return null;
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}
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long startTime = System.nanoTime();
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// Backward compatible way to make sure previous behavior which allocation
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// driven by node heartbeat works.
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FiCaSchedulerNode node = CandidateNodeSetUtils.getSingleNode(candidates);
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// We have two different logics to handle allocation on single node / multi
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// nodes.
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CSAssignment assignment;
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if (null != node) {
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return allocateContainerOnSingleNode(candidates, node, withNodeHeartbeat);
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assignment = allocateContainerOnSingleNode(candidates,
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node, withNodeHeartbeat);
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} else{
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return allocateContainersOnMultiNodes(candidates);
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assignment = allocateContainersOnMultiNodes(candidates);
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}
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if (assignment != null && assignment.getAssignmentInformation() != null
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&& assignment.getAssignmentInformation().getNumAllocations() > 0) {
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long allocateTime = System.nanoTime() - startTime;
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CapacitySchedulerMetrics.getMetrics().addAllocate(allocateTime);
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}
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return assignment;
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}
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@Override
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@ -2806,6 +2821,7 @@ public class CapacityScheduler extends
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@Override
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public boolean tryCommit(Resource cluster, ResourceCommitRequest r,
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boolean updatePending) {
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long commitStart = System.nanoTime();
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ResourceCommitRequest<FiCaSchedulerApp, FiCaSchedulerNode> request =
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(ResourceCommitRequest<FiCaSchedulerApp, FiCaSchedulerNode>) r;
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@ -2844,9 +2860,15 @@ public class CapacityScheduler extends
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if (app != null && attemptId.equals(app.getApplicationAttemptId())) {
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if (app.accept(cluster, request, updatePending)
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&& app.apply(cluster, request, updatePending)) {
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long commitSuccess = System.nanoTime() - commitStart;
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CapacitySchedulerMetrics.getMetrics()
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.addCommitSuccess(commitSuccess);
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LOG.info("Allocation proposal accepted");
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isSuccess = true;
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} else{
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long commitFailed = System.nanoTime() - commitStart;
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CapacitySchedulerMetrics.getMetrics()
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.addCommitFailure(commitFailed);
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LOG.info("Failed to accept allocation proposal");
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}
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@ -3029,4 +3051,9 @@ public class CapacityScheduler extends
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}
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return autoCreatedLeafQueue;
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}
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@Override
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public void resetSchedulerMetrics() {
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CapacitySchedulerMetrics.destroy();
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}
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}
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@ -0,0 +1,119 @@
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/**
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
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* regarding copyright ownership. The ASF licenses this file
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* to you under the Apache License, Version 2.0 (the
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* "License"); you may not use this file except in compliance
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.hadoop.yarn.server.resourcemanager.scheduler.capacity;
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import com.google.common.annotations.VisibleForTesting;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.metrics2.MetricsInfo;
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import org.apache.hadoop.metrics2.MetricsSystem;
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import org.apache.hadoop.metrics2.annotation.Metric;
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import org.apache.hadoop.metrics2.annotation.Metrics;
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import org.apache.hadoop.metrics2.lib.DefaultMetricsSystem;
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import org.apache.hadoop.metrics2.lib.MetricsRegistry;
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import org.apache.hadoop.metrics2.lib.MutableRate;
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import java.util.concurrent.atomic.AtomicBoolean;
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import static org.apache.hadoop.metrics2.lib.Interns.info;
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/**
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* Metrics for capacity scheduler.
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*/
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@InterfaceAudience.Private
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@Metrics(context="yarn")
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public class CapacitySchedulerMetrics {
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private static AtomicBoolean isInitialized = new AtomicBoolean(false);
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private static final MetricsInfo RECORD_INFO =
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info("CapacitySchedulerMetrics",
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"Metrics for the Yarn Capacity Scheduler");
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@Metric("Scheduler allocate containers") MutableRate allocate;
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@Metric("Scheduler commit success") MutableRate commitSuccess;
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@Metric("Scheduler commit failure") MutableRate commitFailure;
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@Metric("Scheduler node update") MutableRate nodeUpdate;
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private static volatile CapacitySchedulerMetrics INSTANCE = null;
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private static MetricsRegistry registry;
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public static CapacitySchedulerMetrics getMetrics() {
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if(!isInitialized.get()){
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synchronized (CapacitySchedulerMetrics.class) {
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if(INSTANCE == null){
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INSTANCE = new CapacitySchedulerMetrics();
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registerMetrics();
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isInitialized.set(true);
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}
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}
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}
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return INSTANCE;
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}
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private static void registerMetrics() {
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registry = new MetricsRegistry(RECORD_INFO);
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registry.tag(RECORD_INFO, "ResourceManager");
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MetricsSystem ms = DefaultMetricsSystem.instance();
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if (ms != null) {
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ms.register("CapacitySchedulerMetrics",
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"Metrics for the Yarn Capacity Scheduler", INSTANCE);
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}
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}
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@VisibleForTesting
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public synchronized static void destroy() {
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isInitialized.set(false);
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INSTANCE = null;
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MetricsSystem ms = DefaultMetricsSystem.instance();
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if (ms != null) {
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ms.unregisterSource("CapacitySchedulerMetrics");
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}
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}
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public void addAllocate(long latency) {
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this.allocate.add(latency);
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}
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public void addCommitSuccess(long latency) {
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this.commitSuccess.add(latency);
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}
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public void addCommitFailure(long latency) {
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this.commitFailure.add(latency);
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}
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public void addNodeUpdate(long latency) {
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this.nodeUpdate.add(latency);
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}
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@VisibleForTesting
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public long getNumOfNodeUpdate() {
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return this.nodeUpdate.lastStat().numSamples();
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}
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@VisibleForTesting
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public long getNumOfAllocates() {
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return this.allocate.lastStat().numSamples();
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}
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@VisibleForTesting
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public long getNumOfCommitSuccess() {
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return this.commitSuccess.lastStat().numSamples();
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}
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}
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@ -0,0 +1,110 @@
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/**
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
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* regarding copyright ownership. The ASF licenses this file
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* to you under the Apache License, Version 2.0 (the
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* "License"); you may not use this file except in compliance
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.hadoop.yarn.server.resourcemanager;
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import org.apache.hadoop.test.GenericTestUtils;
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import org.apache.hadoop.yarn.conf.YarnConfiguration;
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import org.apache.hadoop.yarn.server.resourcemanager.nodelabels.NullRMNodeLabelsManager;
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import org.apache.hadoop.yarn.server.resourcemanager.nodelabels.RMNodeLabelsManager;
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import org.apache.hadoop.yarn.server.resourcemanager.rmapp.RMApp;
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import org.apache.hadoop.yarn.server.resourcemanager.scheduler.ResourceScheduler;
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import org.apache.hadoop.yarn.server.resourcemanager.scheduler.capacity.CapacityScheduler;
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import org.apache.hadoop.yarn.server.resourcemanager.scheduler.capacity.CapacitySchedulerConfiguration;
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import org.apache.hadoop.yarn.server.resourcemanager.scheduler.capacity.CapacitySchedulerMetrics;
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import org.junit.After;
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import org.junit.Assert;
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import org.junit.Test;
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import java.util.ArrayList;
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import java.util.concurrent.TimeoutException;
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/**
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* Test class for CS metrics.
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*/
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public class TestCapacitySchedulerMetrics {
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private MockRM rm;
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@Test
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public void testCSMetrics() throws Exception {
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YarnConfiguration conf = new YarnConfiguration();
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conf.setClass(YarnConfiguration.RM_SCHEDULER, CapacityScheduler.class,
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ResourceScheduler.class);
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conf.setBoolean(
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CapacitySchedulerConfiguration.SCHEDULE_ASYNCHRONOUSLY_ENABLE, true);
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RMNodeLabelsManager mgr = new NullRMNodeLabelsManager();
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mgr.init(conf);
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rm = new MockRM(conf) {
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@Override
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public RMNodeLabelsManager createNodeLabelManager() {
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return mgr;
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}
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};
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rm.getRMContext().setNodeLabelManager(mgr);
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rm.start();
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MockNM nm1 = rm.registerNode("host1:1234", 2048);
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MockNM nm2 = rm.registerNode("host2:1234", 2048);
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nm1.nodeHeartbeat(true);
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nm2.nodeHeartbeat(true);
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CapacitySchedulerMetrics csMetrics = CapacitySchedulerMetrics.getMetrics();
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Assert.assertNotNull(csMetrics);
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try {
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GenericTestUtils.waitFor(()
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-> csMetrics.getNumOfNodeUpdate() == 2, 100, 3000);
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} catch(TimeoutException e) {
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Assert.fail("CS metrics not updated on node-update events.");
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}
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Assert.assertEquals(0, csMetrics.getNumOfAllocates());
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Assert.assertEquals(0, csMetrics.getNumOfCommitSuccess());
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RMApp rmApp = rm.submitApp(1024, "app", "user", null, false,
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"default", 1, null, null, false);
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MockAM am = MockRM.launchAMWhenAsyncSchedulingEnabled(rmApp, rm);
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am.registerAppAttempt();
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am.allocate("*", 1024, 1, new ArrayList<>());
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nm1.nodeHeartbeat(true);
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nm2.nodeHeartbeat(true);
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// Verify HB metrics updated
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try {
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GenericTestUtils.waitFor(()
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-> csMetrics.getNumOfNodeUpdate() == 4, 100, 3000);
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} catch(TimeoutException e) {
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Assert.fail("CS metrics not updated on node-update events.");
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}
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// For async mode, the number of alloc might be bigger than 1
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Assert.assertTrue(csMetrics.getNumOfAllocates() > 0);
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// But there will be only 2 successful commit (1 AM + 1 task)
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Assert.assertEquals(2, csMetrics.getNumOfCommitSuccess());
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}
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@After
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public void tearDown() {
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if (rm != null) {
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rm.stop();
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}
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}
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}
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